Unverified50% confidenceSolutionExact time
Developers should keep the run logs of successfully completed tasks, use them to fine-tune a small model, and evaluate the results on their own tasks.
1
Sources
50%
Confidence
Long-term
Relevance
10/23/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe seven practices proposed by the developer to stay engaged include: understanding the deliverable, breaking it into small tickets, discussing before coding, pausing when encountering unfamiliar concepts, reviewing after implementation, reading the code and testing it yourself, and moving on to the next ticket after committing.71% similarUnverifiedGeneration tasks encourage the model to exercise creativity, while editing tasks demand high fidelity to the original content, creating a tension in training objectives between the two.71% similarUnverifiedLong-horizon tasks require models to continuously plan, decompose subtasks, invoke tools, process intermediate results, and deliver complete runnable artifacts, making them an important dimension for distinguishing models' actual engineering capabilities.70% similarUnverifiedAfter a Skill is loaded, it will indicate that a briefing is missing and require the user to provide a clear design intent; the Skill provides a framework, but what to build still depends on the developer.69% similarUnverified项目分解智能体会先分析用户原始需求，主动提出多个细化方向供选择确认，最终生成清晰的项目目标清单，对应Agent架构中规划层的任务分解能力（Task Decomposition）69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1089198API
curl https://kongchang.com/api/v1/knowledge/claims/1089198MCP
get_claim(id=1089198)